{"id":"W4207068078","doi":"10.5194/acp-22-1097-2022","title":"Four years of global carbon cycle observed from the Orbiting Carbon Observatory 2 (OCO-2) version 9 and in situ data and comparison to OCO-2 version 7","year":2022,"lang":"en","type":"article","venue":"Atmospheric chemistry and physics","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"European Commission; National Aeronautics and Space Administration","keywords":"Environmental science; Inversion (geology); Satellite; Observatory; Carbon cycle; Atmospheric sciences; Climatology; Data assimilation; Meteorology; Carbon flux; Remote sensing; Geology; Geography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001273579,0.0001460357,0.0001927014,5.555595e-8,0.0001215668,0.0000137369,0.0002830871,0.00004781455,0.0000744998],"category_scores_gemma":[0.000009782881,0.0001503892,0.00001805639,0.0001814401,0.0001620218,0.00008134825,0.001351043,0.0001730015,9.499122e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919802,"about_ca_system_score_gemma":0.000009520802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004057171,"about_ca_topic_score_gemma":0.00007831368,"domain_scores_codex":[0.9989358,0.00004130603,0.0001750401,0.0004111096,0.0002535232,0.0001832451],"domain_scores_gemma":[0.999394,0.00007153393,0.00008991395,0.0003564946,0.00000169337,0.00008638805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009683031,0.00007911058,0.9172662,0.00001808492,0.00001487197,0.000008816211,0.0005369787,0.03819313,0.01889384,0.000001070464,0.00006121667,0.02482987],"study_design_scores_gemma":[0.000620844,0.00004445784,0.6608101,0.00002107652,0.00003830118,0.000003959953,0.002037854,0.3344856,0.0003279677,0.0001509993,0.001238314,0.0002205772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987907,0.0002063562,0.00004027621,0.00007252909,0.00003130266,0.0001295595,0.00004098197,0.00001082932,0.000677438],"genre_scores_gemma":[0.9964059,0.00005405473,0.003296628,0.00009762838,0.00002765366,0.000006192018,0.0000450049,0.00001127664,0.00005567723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2962925,"threshold_uncertainty_score":0.6133256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555061466820409,"score_gpt":0.2116377860934929,"score_spread":0.1960871714252888,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}